GeCoIn 2026
Generative Code Intelligence Workshop 2026

Table of Contents

• Preface
  Summary: There were 19 papers submitted for peer-review to this workshop. Out of these, 8 papers were accepted for this volume.

• Mitigating Keyword Bias in Java Vulnerability Detection through Dual-Stream CodeBERT with Security Feature Engineering
  Arjun Khurana, Talaya Farasat, Joachim Posegga, Florian Lemmerich
• ML2B: Benchmarking LLMs on Cross-Lingual ML Pipeline Generation
  Ekaterina Trofimova, Zosya Shamina, Maria Selifanova, Artem Zaitsev, Remi Savchuk, Maxim Minets, Daria Ozerova, Emil Sataev, Denis Zuenko, Andrey Ustyuzhanin
• Spec2Vision: Contract-Guided Delivery of AI-Generated Computer Vision Pipelines
  Ghfran Jabour, Sergey Ivanov
• Framing Writing as Code Generation: An Agentic LaTeX IDE for Scientific Manuscript Composition
  Zhisheng Tang, Mayank Kejriwal
• Agent Harnesses for GPU Kernel Optimization: A Taxonomy of Failure Modes and Design Implications
  Alexandru Gherghescu, William Martin, Rio Yokota
• LLM-Based Porting of Optimized C++ to CUDA Through Deoptimization and Reoptimization
  Daichi Mukunoki, Ryo Mikasa, Shun-Ichiro Hayashi, Tetsuya Hoshino, Takahiro Katagiri
• HPC-AutoResearch: Adapting Autonomous Research Systems for HPC through Split-Phase Execution and LLM-Based Code Generation
  Takanori Kotama, Shun-Ichiro Hayashi, Daichi Mukunoki, Rio Yokota, Satoshi Ohshima, Tetsuya Hoshino, Takahiro Katagiri
• Loc2Repair: A Framework for Evaluating the Impact of File-Level Issue Localization in Repo-Level LLM Repair
  Mohammad Nour Al Awad, Sergey Ivanov